As AI moves from pilot projects into everyday tools, real progress depends on faculty capacity. This piece centers instructors co-designing rubrics, syllabus policies, and course workflows—paired with LMS/Workspace integrations and emerging research infrastructure—so platforms amplify learning, integrity, and scholarship rather than replace human judgment.
AI on campus shifted from trial runs to infrastructure. California institutions get free training from Google and Microsoft, Indiana University enables ChatGPT Edu for 120,000 users, and colleges push for clear rules, disclosure, and data safeguards. Plus Latam-GPT for regional access and Pearson study tools at scale.
